Pandas Profiling Report

Dataset statistics

Number of variables	29
Number of observations	59824
Missing cells	193408
Missing cells (%)	11.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	13.2 MiB
Average record size in memory	232.0 B

Variable types

NUM	17
CAT	10
UNSUPPORTED	1
BOOL	1

Warnings

`amenities` has a high cardinality: 51780 distinct values	High cardinality
`city` has a high cardinality: 133 distinct values	High cardinality
`name` has a high cardinality: 58689 distinct values	High cardinality
`zipcode` has a high cardinality: 474 distinct values	High cardinality
`state` is highly correlated with `metropolitan`	High correlation
`metropolitan` is highly correlated with `state`	High correlation
`has_availability` has 59824 (100.0%) missing values	Missing
`review_scores_checkin` has 14346 (24.0%) missing values	Missing
`review_scores_cleanliness` has 14280 (23.9%) missing values	Missing
`review_scores_communication` has 14285 (23.9%) missing values	Missing
`review_scores_location` has 14349 (24.0%) missing values	Missing
`review_scores_rating` has 14200 (23.7%) missing values	Missing
`review_scores_value` has 14354 (24.0%) missing values	Missing
`weekly_price` has 46386 (77.5%) missing values	Missing
`zipcode` has 826 (1.4%) missing values	Missing
`name` is uniformly distributed	Uniform
`id` has unique values	Unique
`latitude` has unique values	Unique
`longitude` has unique values	Unique
`has_availability` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`availability_30` has 24034 (40.2%) zeros	Zeros
`bedrooms` has 4964 (8.3%) zeros	Zeros

Reproduction

Analysis started	2020-11-25 01:58:59.661934
Analysis finished	2020-11-25 01:59:45.941244
Duration	46.28 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

accommodates
Real number (ℝ_≥0)

Distinct	16
Distinct (%)	< 0.1%
Missing	61
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	3.031959574
Minimum	1
Maximum	16
Zeros	0
Zeros (%)	0.0%
Memory size	467.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	4
95-th percentile	7
Maximum	16
Range	15
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.999426632
Coefficient of variation (CV)	0.659450294
Kurtosis	7.884614679
Mean	3.031959574
Median Absolute Deviation (MAD)	1
Skewness	2.251525003
Sum	181199
Variance	3.997706857
Monotocity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
2	26531	44.3%
4	9665	16.2%
1	7787	13.0%
3	6538	10.9%
6	3521	5.9%
5	2719	4.5%
8	1218	2.0%
7	629	1.1%
10	459	0.8%
9	189	0.3%
Other values (6)	507	0.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	7787	13.0%
2	26531	44.3%
3	6538	10.9%
4	9665	16.2%
5	2719	4.5%

Value	Count	Frequency (%)
16	164	0.3%
15	31	0.1%
14	53	0.1%
13	28	< 0.1%
12	181	0.3%

amenities
Categorical

HIGH CARDINALITY

Distinct	51780
Distinct (%)	86.6%
Missing	0
Missing (%)	0.0%
Memory size	467.4 KiB

{}	383
{"translation missing: en.hosting_amenity_49","translation missing: en.hosting_amenity_50"}	98
{"Family/kid friendly"}	55
{TV,"Cable TV",Internet,"Wireless Internet","Air conditioning",Kitchen,"Buzzer/wireless intercom",Heating,"Family/kid friendly","Smoke detector","Carbon monoxide detector",Essentials,Shampoo,"24-hour check-in",Hangers,"Hair dryer",Iron,"Laptop friendly workspace"}	36
{TV,"Cable TV",Internet,"Wireless Internet","Air conditioning",Kitchen,Heating}	31
Other values (51775)	59221

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
{}	383	0.6%
{"translation missing: en.hosting_amenity_49","translation missing: en.hosting_amenity_50"}	98	0.2%
{"Family/kid friendly"}	55	0.1%
{TV,"Cable TV",Internet,"Wireless Internet","Air conditioning",Kitchen,"Buzzer/wireless intercom",Heating,"Family/kid friendly","Smoke detector","Carbon monoxide detector",Essentials,Shampoo,"24-hour check-in",Hangers,"Hair dryer",Iron,"Laptop friendly workspace"}	36	0.1%
{TV,"Cable TV",Internet,"Wireless Internet","Air conditioning",Kitchen,Heating}	31	0.1%
{TV,Internet,"Wireless Internet","Air conditioning",Kitchen,Heating}	28	< 0.1%
{Internet,"Wireless Internet","Air conditioning",Kitchen,Heating}	28	< 0.1%
{TV,Internet,"Wireless Internet","Air conditioning",Kitchen,Heating,Essentials}	27	< 0.1%
{Internet,"Wireless Internet","Air conditioning",Kitchen,Heating,Essentials}	27	< 0.1%
{TV,"Cable TV",Internet,"Wireless Internet","Air conditioning",Kitchen,"Buzzer/wireless intercom",Heating}	26	< 0.1%
Other values (51770)	59085	98.8%

Frequencies of value counts

Unique

Unique	47974 ?
Unique (%)	80.2%

Histogram of lengths of the category

Length

Max length	1142
Median length	250
Mean length	249.9386701
Min length	2

availability_30
Real number (ℝ_≥0)

ZEROS

Distinct	31
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.97644758
Minimum	0
Maximum	30
Zeros	24034
Zeros (%)	40.2%
Memory size	467.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	13
95-th percentile	29
Maximum	30
Range	30
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	10.06264069
Coefficient of variation (CV)	1.261544138
Kurtosis	-0.2423865862
Mean	7.97644758
Median Absolute Deviation (MAD)	3
Skewness	1.07996121
Sum	477183
Variance	101.2567376
Monotocity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	24034	40.2%
30	2919	4.9%
1	2388	4.0%
2	2254	3.8%
29	2197	3.7%
3	2095	3.5%
4	2016	3.4%
5	1851	3.1%
6	1655	2.8%
7	1572	2.6%
Other values (21)	16843	28.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	24034	40.2%
1	2388	4.0%
2	2254	3.8%
3	2095	3.5%
4	2016	3.4%

Value	Count	Frequency (%)
30	2919	4.9%
29	2197	3.7%
28	888	1.5%
27	715	1.2%
26	487	0.8%

bathrooms
Real number (ℝ_≥0)

Distinct	16
Distinct (%)	< 0.1%
Missing	202
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%

Mean	1.183447385
Minimum	0
Maximum	8
Zeros	145
Zeros (%)	0.2%
Memory size	467.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	2
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4837264537
Coefficient of variation (CV)	0.4087435232
Kurtosis	23.41188858
Mean	1.183447385
Median Absolute Deviation (MAD)	0
Skewness	3.694585316
Sum	70559.5
Variance	0.233991282
Monotocity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
1	48779	81.5%
2	5478	9.2%
1.5	3021	5.0%
2.5	1091	1.8%
3	500	0.8%
3.5	267	0.4%
0	145	0.2%
4	122	0.2%
0.5	113	0.2%
4.5	36	0.1%
Other values (6)	70	0.1%
(Missing)	202	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	145	0.2%
0.5	113	0.2%
1	48779	81.5%
1.5	3021	5.0%
2	5478	9.2%

Value	Count	Frequency (%)
8	16	< 0.1%
7	1	< 0.1%
6.5	3	< 0.1%
6	15	< 0.1%
5.5	10	< 0.1%

bed_type
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	467.4 KiB

Real Bed	57988
Futon	669
Pull-out Sofa	544
Airbed	431
Couch	192

Frequencies
Length

Value	Count	Frequency (%)
Real Bed	57988	96.9%
Futon	669	1.1%
Pull-out Sofa	544	0.9%
Airbed	431	0.7%
Couch	192	0.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	13
Median length	8
Mean length	7.987881118
Min length	5

bedrooms
Real number (ℝ_≥0)

ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	95
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%

Mean	1.221969228
Minimum	0
Maximum	10
Zeros	4964
Zeros (%)	8.3%
Memory size	467.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	1
95-th percentile	3
Maximum	10
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.7759823495
Coefficient of variation (CV)	0.6350260971
Kurtosis	8.27732671
Mean	1.221969228
Median Absolute Deviation (MAD)	0
Skewness	2.03348828
Sum	72987
Variance	0.6021486067
Monotocity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
1	42108	70.4%
2	8655	14.5%
0	4964	8.3%
3	2901	4.8%
4	795	1.3%
5	215	0.4%
6	58	0.1%
7	14	< 0.1%
8	11	< 0.1%
10	5	< 0.1%
(Missing)	95	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4964	8.3%
1	42108	70.4%
2	8655	14.5%
3	2901	4.8%
4	795	1.3%

Value	Count	Frequency (%)
10	5	< 0.1%
9	3	< 0.1%
8	11	< 0.1%
7	14	< 0.1%
6	58	0.1%

beds
Real number (ℝ_≥0)

Distinct	17
Distinct (%)	< 0.1%
Missing	109
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%

Mean	1.626107343
Minimum	0
Maximum	16
Zeros	4
Zeros (%)	< 0.1%
Memory size	467.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	1
Q3	2
95-th percentile	4
Maximum	16
Range	16
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.128177847
Coefficient of variation (CV)	0.6937905123
Kurtosis	18.65943971
Mean	1.626107343
Median Absolute Deviation (MAD)	0
Skewness	3.270074892
Sum	97103
Variance	1.272785254
Monotocity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
1	37940	63.4%
2	13344	22.3%
3	4730	7.9%
4	2064	3.5%
5	815	1.4%
6	433	0.7%
7	138	0.2%
8	107	0.2%
10	48	0.1%
9	35	0.1%
Other values (7)	61	0.1%
(Missing)	109	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4	< 0.1%
1	37940	63.4%
2	13344	22.3%
3	4730	7.9%
4	2064	3.5%

Value	Count	Frequency (%)
16	12	< 0.1%
15	3	< 0.1%
14	4	< 0.1%
13	6	< 0.1%
12	16	< 0.1%

cancellation_policy
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	467.4 KiB

strict	25278
flexible	19299
moderate	15072
super_strict_30	172
no_refunds	1
Other values (2)	2

Frequencies
Length

Value	Count	Frequency (%)
strict	25278	42.3%
flexible	19299	32.3%
moderate	15072	25.2%
super_strict_30	172	0.3%
no_refunds	1	< 0.1%
long_term	1	< 0.1%
super_strict_60	1	< 0.1%

Frequencies of value counts

Unique

Unique	3 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	15
Median length	8
Mean length	7.175213961
Min length	6

city
Categorical

HIGH CARDINALITY

Distinct	133
Distinct (%)	0.2%
Missing	46
Missing (%)	0.1%
Memory size	467.4 KiB

new york	19566
brooklyn	16507
washington	7741
chicago	5194
boston	3388
Other values (128)	7382

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
new york	19566	32.7%
brooklyn	16507	27.6%
washington	7741	12.9%
chicago	5194	8.7%
boston	3388	5.7%
queens	2692	4.5%
denver	2498	4.2%
sunnysidebronx	660	1.1%
staten island	253	0.4%
astoria	238	0.4%
Other values (123)	1041	1.7%

Frequencies of value counts

Unique

Unique	44 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	19
Median length	8
Mean length	8.014057903
Min length	2

has_availability
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	59824
Missing (%)	100.0%
Memory size	467.5 KiB

host_id
Real number (ℝ_≥0)

Distinct	47743
Distinct (%)	79.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	31006954.44
Minimum	72
Maximum	129710473
Zeros	0
Zeros (%)	0.0%
Memory size	467.4 KiB

Quantile statistics

Minimum	72
5-th percentile	505080.3
Q1	5453285.25
median	19655896
Q3	46679319.25
95-th percentile	104113408
Maximum	129710473
Range	129710401
Interquartile range (IQR)	41226034

Descriptive statistics

Standard deviation	32167333.99
Coefficient of variation (CV)	1.037423203
Kurtosis	0.6024662294
Mean	31006954.44
Median Absolute Deviation (MAD)	16496225.5
Skewness	1.224225418
Sum	1.854960042e+12
Variance	1.034737376e+15
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30283594	228	0.4%
25188	158	0.3%
12243051	115	0.2%
9419684	99	0.2%
4962900	56	0.1%
22348222	50	0.1%
3965428	45	0.1%
8160186	44	0.1%
46630199	42	0.1%
33127842	38	0.1%
Other values (47733)	58949	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
72	1	< 0.1%
283	1	< 0.1%
524	1	< 0.1%
625	1	< 0.1%
651	1	< 0.1%

Value	Count	Frequency (%)
129710473	1	< 0.1%
129638070	1	< 0.1%
129600995	1	< 0.1%
129474989	1	< 0.1%
129332823	1	< 0.1%

id
Real number (ℝ_≥0)

UNIQUE

Distinct	59824
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10071710.51
Minimum	590
Maximum	18670793
Zeros	0
Zeros (%)	0.0%
Memory size	467.4 KiB

Quantile statistics

Minimum	590
5-th percentile	748367
Q1	5477726
median	10227927.5
Q3	15057850.5
95-th percentile	17796455.7
Maximum	18670793
Range	18670203
Interquartile range (IQR)	9580124.5

Descriptive statistics

Standard deviation	5507014.656
Coefficient of variation (CV)	0.546780475
Kurtosis	-1.185812616
Mean	10071710.51
Median Absolute Deviation (MAD)	4810926.5
Skewness	-0.2351024259
Sum	6.025300094e+11
Variance	3.032721042e+13
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11667455	1	< 0.1%
9825448	1	< 0.1%
2798787	1	< 0.1%
12106946	1	< 0.1%
9393343	1	< 0.1%
14372028	1	< 0.1%
16716983	1	< 0.1%
14884022	1	< 0.1%
66741	1	< 0.1%
12782772	1	< 0.1%
Other values (59814)	59814	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
590	1	< 0.1%
592	1	< 0.1%
686	1	< 0.1%
930	1	< 0.1%
1235	1	< 0.1%

Value	Count	Frequency (%)
18670793	1	< 0.1%
18669180	1	< 0.1%
18668929	1	< 0.1%
18668136	1	< 0.1%
18668105	1	< 0.1%

instant_bookable
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	467.4 KiB

f	47009
t	12815

Common Values
Chart

Value	Count	Frequency (%)
f	47009	78.6%
t	12815	21.4%

latitude
Real number (ℝ_≥0)

UNIQUE

Distinct	59824
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	40.65136193
Minimum	38.82340343
Maximum	42.38998168
Zeros	0
Zeros (%)	0.0%
Memory size	467.4 KiB

Quantile statistics

Minimum	38.82340343
5-th percentile	38.90649017
Q1	40.67384822
median	40.72213316
Q3	40.79182043
95-th percentile	42.31594424
Maximum	42.38998168
Range	3.566578254
Interquartile range (IQR)	0.117972203

Descriptive statistics

Standard deviation	0.8620897317
Coefficient of variation (CV)	0.02120690896
Kurtosis	0.4889390524
Mean	40.65136193
Median Absolute Deviation (MAD)	0.05706147595
Skewness	-0.3961068842
Sum	2431927.076
Variance	0.7431987054
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
42.36494498	1	< 0.1%
40.7070066	1	< 0.1%
42.33477464	1	< 0.1%
40.74570464	1	< 0.1%
40.57791276	1	< 0.1%
41.94415754	1	< 0.1%
40.80757541	1	< 0.1%
40.71812503	1	< 0.1%
41.91423342	1	< 0.1%
40.73196253	1	< 0.1%
Other values (59814)	59814	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
38.82340343	1	< 0.1%
38.82340766	1	< 0.1%
38.82721018	1	< 0.1%
38.8274506	1	< 0.1%
38.82805248	1	< 0.1%

Value	Count	Frequency (%)
42.38998168	1	< 0.1%
42.3898975	1	< 0.1%
42.38982827	1	< 0.1%
42.38968173	1	< 0.1%
42.38953063	1	< 0.1%

longitude
Real number (ℝ)

UNIQUE

Distinct	59824
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-76.67488126
Minimum	-105.0945635
Maximum	-71.00009992
Zeros	0
Zeros (%)	0.0%
Memory size	467.4 KiB

Quantile statistics

Minimum	-105.0945635
5-th percentile	-87.71004057
Q1	-76.98172548
median	-73.97298437
Q3	-73.9427197
95-th percentile	-71.11697839
Maximum	-71.00009992
Range	34.09446357
Interquartile range (IQR)	3.039005775

Descriptive statistics

Standard deviation	7.139988924
Coefficient of variation (CV)	-0.09312031275
Kurtosis	7.866628444
Mean	-76.67488126
Median Absolute Deviation (MAD)	0.03378550895
Skewness	-2.859506855
Sum	-4586998.097
Variance	50.97944183
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-73.91185662	1	< 0.1%
-73.93745568	1	< 0.1%
-87.70502505	1	< 0.1%
-73.97199766	1	< 0.1%
-73.97925194	1	< 0.1%
-73.98528222	1	< 0.1%
-73.92960173	1	< 0.1%
-73.95366862	1	< 0.1%
-87.68822335	1	< 0.1%
-73.93829415	1	< 0.1%
Other values (59814)	59814	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-105.0945635	1	< 0.1%
-105.092001	1	< 0.1%
-105.0918164	1	< 0.1%
-105.0884251	1	< 0.1%
-105.0882193	1	< 0.1%

Value	Count	Frequency (%)
-71.00009992	1	< 0.1%
-71.00026054	1	< 0.1%
-71.0003318	1	< 0.1%
-71.00038139	1	< 0.1%
-71.00074121	1	< 0.1%

metropolitan
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	467.4 KiB

NYC	40740
dc	7787
chicago	5207
boston	3585
denver	2505

Frequencies
Length

Value	Count	Frequency (%)
NYC	40740	68.1%
dc	7787	13.0%
chicago	5207	8.7%
boston	3585	6.0%
denver	2505	4.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	7
Median length	3
Mean length	3.523385263
Min length	2

name
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	58689
Distinct (%)	98.2%
Missing	41
Missing (%)	0.1%
Memory size	467.4 KiB

DRIFTER INN Rockaway Beach	12
Loft Suite @ The Box House Hotel	11
Private room	11
Private room in Brooklyn	10
East Village Studio	9
Other values (58684)	59730

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
DRIFTER INN Rockaway Beach	12	< 0.1%
Loft Suite @ The Box House Hotel	11	< 0.1%
Private room	11	< 0.1%
Private room in Brooklyn	10	< 0.1%
East Village Studio	9	< 0.1%
Private room in Williamsburg	8	< 0.1%
Lux 2BR by Fenway w/WiFi	8	< 0.1%
CLEAN NEW YORK APT at Central Park	8	< 0.1%
Cozy Rooms	7	< 0.1%
Private Room in Williamsburg Loft	7	< 0.1%
Other values (58679)	59692	99.8%
(Missing)	41	0.1%

Frequencies of value counts

Unique

Unique	57896 ?
Unique (%)	96.8%

Histogram of lengths of the category

Length

Max length	98
Median length	34
Mean length	34.23634327
Min length	1

price
Real number (ℝ_≥0)

Distinct	697
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	159.0093775
Minimum	0
Maximum	10000
Zeros	5
Zeros (%)	< 0.1%
Memory size	467.4 KiB

Quantile statistics

Minimum	0
5-th percentile	40
Q1	70
median	109
Q3	176
95-th percentile	400
Maximum	10000
Range	10000
Interquartile range (IQR)	106

Descriptive statistics

Standard deviation	236.200222
Coefficient of variation (CV)	1.485448379
Kurtosis	433.8907042
Mean	159.0093775
Median Absolute Deviation (MAD)	44
Skewness	15.2275995
Sum	9512577
Variance	55790.54487
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	2412	4.0%
150	2375	4.0%
75	1813	3.0%
60	1713	2.9%
50	1651	2.8%
200	1607	2.7%
80	1533	2.6%
65	1470	2.5%
125	1451	2.4%
70	1382	2.3%
Other values (687)	42417	70.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5	< 0.1%
3	1	< 0.1%
10	20	< 0.1%
11	3	< 0.1%
12	5	< 0.1%

Value	Count	Frequency (%)
10000	2	< 0.1%
9999	2	< 0.1%
9998	1	< 0.1%
9600	1	< 0.1%
8000	1	< 0.1%

property_type
Categorical

Distinct	32
Distinct (%)	0.1%
Missing	4
Missing (%)	< 0.1%
Memory size	467.4 KiB

Apartment	46149
House	8466
Condominium	1723
Townhouse	1282
Loft	1109
Other values (27)	1091

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Apartment	46149	77.1%
House	8466	14.2%
Condominium	1723	2.9%
Townhouse	1282	2.1%
Loft	1109	1.9%
Bed & Breakfast	339	0.6%
Other	300	0.5%
Guesthouse	77	0.1%
Dorm	72	0.1%
Timeshare	43	0.1%
Other values (22)	260	0.4%

Frequencies of value counts

Unique

Unique	5 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	18
Median length	9
Mean length	8.404854239
Min length	3

review_scores_checkin
Real number (ℝ_≥0)

MISSING

Distinct	9
Distinct (%)	< 0.1%
Missing	14346
Missing (%)	24.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.738554906
Minimum	2
Maximum	10
Zeros	0
Zeros (%)	0.0%
Memory size	467.4 KiB

Quantile statistics

Minimum	2
5-th percentile	9
Q1	10
median	10
Q3	10
95-th percentile	10
Maximum	10
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.6628862042
Coefficient of variation (CV)	0.06806823092
Kurtosis	31.56654559
Mean	9.738554906
Median Absolute Deviation (MAD)	0
Skewness	-4.444429459
Sum	442890
Variance	0.4394181197
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
10	36662	61.3%
9	6967	11.6%
8	1287	2.2%
6	233	0.4%
7	210	0.4%
4	55	0.1%
2	45	0.1%
5	18	< 0.1%
3	1	< 0.1%
(Missing)	14346	24.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	45	0.1%
3	1	< 0.1%
4	55	0.1%
5	18	< 0.1%
6	233	0.4%

Value	Count	Frequency (%)
10	36662	61.3%
9	6967	11.6%
8	1287	2.2%
7	210	0.4%
6	233	0.4%

review_scores_cleanliness
Real number (ℝ_≥0)

MISSING

Distinct	9
Distinct (%)	< 0.1%
Missing	14280
Missing (%)	23.9%
Infinite	0
Infinite (%)	0.0%

Mean	9.289785702
Minimum	2
Maximum	10
Zeros	0
Zeros (%)	0.0%
Memory size	467.4 KiB

Quantile statistics

Minimum	2
5-th percentile	7
Q1	9
median	10
Q3	10
95-th percentile	10
Maximum	10
Range	8
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.066888909
Coefficient of variation (CV)	0.1148453736
Kurtosis	9.924981715
Mean	9.289785702
Median Absolute Deviation (MAD)	0
Skewness	-2.530994196
Sum	423094
Variance	1.138251945
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
10	25105	42.0%
9	13274	22.2%
8	4790	8.0%
7	1117	1.9%
6	804	1.3%
4	184	0.3%
2	145	0.2%
5	107	0.2%
3	18	< 0.1%
(Missing)	14280	23.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	145	0.2%
3	18	< 0.1%
4	184	0.3%
5	107	0.2%
6	804	1.3%

Value	Count	Frequency (%)
10	25105	42.0%
9	13274	22.2%
8	4790	8.0%
7	1117	1.9%
6	804	1.3%

review_scores_communication
Real number (ℝ_≥0)

MISSING

Distinct	9
Distinct (%)	< 0.1%
Missing	14285
Missing (%)	23.9%
Infinite	0
Infinite (%)	0.0%

Mean	9.758624476
Minimum	2
Maximum	10
Zeros	0
Zeros (%)	0.0%
Memory size	467.4 KiB

Quantile statistics

Minimum	2
5-th percentile	9
Q1	10
median	10
Q3	10
95-th percentile	10
Maximum	10
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.6454399592
Coefficient of variation (CV)	0.06614046486
Kurtosis	34.08967804
Mean	9.758624476
Median Absolute Deviation (MAD)	0
Skewness	-4.637572603
Sum	444398
Variance	0.4165927409
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
10	37484	62.7%
9	6268	10.5%
8	1255	2.1%
7	210	0.4%
6	207	0.3%
4	45	0.1%
2	44	0.1%
5	24	< 0.1%
3	2	< 0.1%
(Missing)	14285	23.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	44	0.1%
3	2	< 0.1%
4	45	0.1%
5	24	< 0.1%
6	207	0.3%

Value	Count	Frequency (%)
10	37484	62.7%
9	6268	10.5%
8	1255	2.1%
7	210	0.4%
6	207	0.3%

review_scores_location
Real number (ℝ_≥0)

MISSING

Distinct	9
Distinct (%)	< 0.1%
Missing	14349
Missing (%)	24.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.463001649
Minimum	2
Maximum	10
Zeros	0
Zeros (%)	0.0%
Memory size	467.4 KiB

Quantile statistics

Minimum	2
5-th percentile	8
Q1	9
median	10
Q3	10
95-th percentile	10
Maximum	10
Range	8
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.8189236679
Coefficient of variation (CV)	0.08653952501
Kurtosis	9.417358201
Mean	9.463001649
Median Absolute Deviation (MAD)	0
Skewness	-2.288947515
Sum	430330
Variance	0.6706359739
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
10	27606	46.1%
9	13079	21.9%
8	3786	6.3%
7	526	0.9%
6	352	0.6%
4	55	0.1%
5	37	0.1%
2	30	0.1%
3	4	< 0.1%
(Missing)	14349	24.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	30	0.1%
3	4	< 0.1%
4	55	0.1%
5	37	0.1%
6	352	0.6%

Value	Count	Frequency (%)
10	27606	46.1%
9	13079	21.9%
8	3786	6.3%
7	526	0.9%
6	352	0.6%

review_scores_rating
Real number (ℝ_≥0)

MISSING

Distinct	56
Distinct (%)	0.1%
Missing	14200
Missing (%)	23.7%
Infinite	0
Infinite (%)	0.0%

Mean	93.47475013
Minimum	20
Maximum	100
Zeros	0
Zeros (%)	0.0%
Memory size	467.4 KiB

Quantile statistics

Minimum	20
5-th percentile	80
Q1	90
median	96
Q3	100
95-th percentile	100
Maximum	100
Range	80
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	8.240907966
Coefficient of variation (CV)	0.08816186141
Kurtosis	15.70236035
Mean	93.47475013
Median Absolute Deviation (MAD)	4
Skewness	-2.9996797
Sum	4264692
Variance	67.9125641
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	12717	21.3%
93	3066	5.1%
96	3044	5.1%
95	2955	4.9%
98	2951	4.9%
97	2921	4.9%
90	2594	4.3%
80	2131	3.6%
94	2026	3.4%
92	1673	2.8%
Other values (46)	9546	16.0%
(Missing)	14200	23.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
20	69	0.1%
27	2	< 0.1%
30	2	< 0.1%
40	96	0.2%
43	1	< 0.1%

Value	Count	Frequency (%)
100	12717	21.3%
99	1531	2.6%
98	2951	4.9%
97	2921	4.9%
96	3044	5.1%

review_scores_value
Real number (ℝ_≥0)

MISSING

Distinct	9
Distinct (%)	< 0.1%
Missing	14354
Missing (%)	24.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.384891137
Minimum	2
Maximum	10
Zeros	0
Zeros (%)	0.0%
Memory size	467.4 KiB

Quantile statistics

Minimum	2
5-th percentile	8
Q1	9
median	10
Q3	10
95-th percentile	10
Maximum	10
Range	8
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.8742559064
Coefficient of variation (CV)	0.09315567902
Kurtosis	13.21852094
Mean	9.384891137
Median Absolute Deviation (MAD)	0
Skewness	-2.680956495
Sum	426731
Variance	0.7643233898
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
10	24557	41.0%
9	16350	27.3%
8	3377	5.6%
6	492	0.8%
7	457	0.8%
4	119	0.2%
2	72	0.1%
5	43	0.1%
3	3	< 0.1%
(Missing)	14354	24.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	72	0.1%
3	3	< 0.1%
4	119	0.2%
5	43	0.1%
6	492	0.8%

Value	Count	Frequency (%)
10	24557	41.0%
9	16350	27.3%
8	3377	5.6%
7	457	0.8%
6	492	0.8%

room_type
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	467.4 KiB

Entire home/apt	32103
Private room	26024
Shared room	1697

Frequencies
Length

Value	Count	Frequency (%)
Entire home/apt	32103	53.7%
Private room	26024	43.5%
Shared room	1697	2.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	15
Median length	15
Mean length	13.58150575
Min length	11

state
Categorical

HIGH CORRELATION

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	467.4 KiB

NY	40738
DC	7755
IL	5207
MA	3585
CO	2505
Other values (4)	34

Frequencies
Length

Value	Count	Frequency (%)
NY	40738	68.1%
DC	7755	13.0%
IL	5207	8.7%
MA	3585	6.0%
CO	2505	4.2%
MD	31	0.1%
MP	1	< 0.1%
VT	1	< 0.1%
NJ	1	< 0.1%

Frequencies of value counts

Unique

Unique	3 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

weekly_price
Real number (ℝ_≥0)

MISSING

Distinct	949
Distinct (%)	7.1%
Missing	46386
Missing (%)	77.5%
Infinite	0
Infinite (%)	0.0%

Mean	856.4712011
Minimum	70
Maximum	14000
Zeros	0
Zeros (%)	0.0%
Memory size	467.4 KiB

Quantile statistics

Minimum	70
5-th percentile	295
Q1	450
median	675
Q3	1000
95-th percentile	2000
Maximum	14000
Range	13930
Interquartile range (IQR)	550

Descriptive statistics

Standard deviation	712.8567769
Coefficient of variation (CV)	0.8323184435
Kurtosis	58.34743434
Mean	856.4712011
Median Absolute Deviation (MAD)	270
Skewness	5.312020859
Sum	11509260
Variance	508164.7844
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
500	664	1.1%
600	557	0.9%
1000	518	0.9%
400	488	0.8%
700	477	0.8%
450	413	0.7%
800	412	0.7%
350	376	0.6%
1200	342	0.6%
300	325	0.5%
Other values (939)	8866	14.8%
(Missing)	46386	77.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
70	2	< 0.1%
80	1	< 0.1%
85	1	< 0.1%
99	3	< 0.1%
100	3	< 0.1%

Value	Count	Frequency (%)
14000	3	< 0.1%
13000	1	< 0.1%
12000	1	< 0.1%
10000	4	< 0.1%
9149	1	< 0.1%

zipcode
Categorical

HIGH CARDINALITY
MISSING

Distinct	474
Distinct (%)	0.8%
Missing	826
Missing (%)	1.4%
Memory size	467.4 KiB

11211	2043
11206	1405
11221	1371
20002	1270
20009	1270
Other values (469)	51639

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
11211	2043	3.4%
11206	1405	2.3%
11221	1371	2.3%
20002	1270	2.1%
20009	1270	2.1%
10002	1241	2.1%
11216	1162	1.9%
20001	1148	1.9%
10009	1143	1.9%
11238	1054	1.8%
Other values (464)	45891	76.7%

Frequencies of value counts

Unique

Unique	67 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	11
Median length	5
Mean length	5.326390746
Min length	1

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	accommodates	amenities	availability_30	bathrooms	bed_type	bedrooms	beds	cancellation_policy	city	has_availability	host_id	id	instant_bookable	latitude	longitude	metropolitan	name	price	property_type	review_scores_checkin	review_scores_cleanliness	review_scores_communication	review_scores_location	review_scores_rating	review_scores_value	room_type	state	weekly_price	zipcode
0	2.0	{"Cable TV","Wireless Internet","Air conditioning","Free parking on premises",Breakfast,"Pets live on this property",Cat(s),"Indoor fireplace",Heating,"Smoke detector","Carbon monoxide detector","Fire extinguisher",Essentials,Shampoo,Hangers,"Hair dryer",Iron,"translation missing: en.hosting_amenity_49","translation missing: en.hosting_amenity_50"}	24	1.0	Real Bed	1.0	1.0	moderate	sunnysidebronx	NaN	119445	7949480	f	40.852054	-73.788680	NYC	City Island Sanctuary relaxing BR & Bath w Parking	99.0	House	10.0	10.0	10.0	10.0	100.0	10.0	Private room	NY	NaN	10464
1	4.0	{TV,Internet,"Wireless Internet","Air conditioning",Kitchen,Heating,"Family/kid friendly","Smoke detector","Carbon monoxide detector","First aid kit","Fire extinguisher",Essentials,Shampoo,Hangers,"Hair dryer",Iron}	30	1.0	Real Bed	1.0	1.0	flexible	sunnysidebronx	NaN	9117975	16042478	t	40.853491	-73.788607	NYC	WATERFRONT STUDIO APARTMENT	200.0	Apartment	NaN	NaN	NaN	NaN	NaN	NaN	Private room	NY	NaN	10464
2	4.0	{TV,"Cable TV",Internet,"Wireless Internet","Air conditioning",Kitchen,"Free parking on premises",Heating,Washer,Dryer}	30	3.0	Real Bed	3.0	3.0	strict	sunnysidebronx	NaN	9815788	1886820	f	40.841144	-73.783052	NYC	Quaint City Island Community.	300.0	House	NaN	NaN	NaN	NaN	NaN	NaN	Entire home/apt	NY	NaN	10464
3	3.0	{TV,Internet,"Wireless Internet","Air conditioning",Kitchen,"Free parking on premises","Buzzer/wireless intercom",Heating,"Family/kid friendly",Washer,Dryer,"Smoke detector","Carbon monoxide detector",Essentials,Shampoo,Hangers,"Hair dryer",Iron}	8	1.0	Real Bed	1.0	1.0	strict	long island city	NaN	13886510	6627449	f	40.849775	-73.786609	NYC	Large 1 BDRM in Great location	125.0	Apartment	10.0	10.0	10.0	10.0	93.0	10.0	Entire home/apt	NY	775.0	10464
4	4.0	{Internet,"Wireless Internet","Air conditioning",Kitchen,"Free parking on premises","Pets allowed",Gym,Heating,"Family/kid friendly","Smoke detector","Carbon monoxide detector","First aid kit",Essentials,"Laptop friendly workspace","translation missing: en.hosting_amenity_50"}	17	1.0	Real Bed	1.0	1.0	moderate	sunnysidebronx	NaN	28811542	5557381	t	40.850024	-73.789328	NYC	Quaint City Island Home	69.0	House	10.0	10.0	10.0	10.0	97.0	10.0	Private room	NY	350.0	10464
5	2.0	{TV,"Wireless Internet","Air conditioning",Kitchen,"Free parking on premises",Heating,"Family/kid friendly",Washer,Dryer,"Smoke detector","Carbon monoxide detector","Safety card",Essentials,Shampoo,"24-hour check-in",Hangers,"Hair dryer",Iron,"Laptop friendly workspace","Self Check-In",Lockbox}	23	1.0	Real Bed	0.0	1.0	moderate	sunnysidebronx	NaN	403032	9147025	f	40.844870	-73.789541	NYC	Cozy City Island Cottage	125.0	House	10.0	10.0	10.0	10.0	97.0	10.0	Entire home/apt	NY	550.0	10464
6	4.0	{TV,"Cable TV",Internet,"Wireless Internet","Air conditioning",Kitchen,"Free parking on premises",Heating,"Family/kid friendly","Smoke detector","Carbon monoxide detector","First aid kit","Safety card","Fire extinguisher",Essentials,Shampoo,"24-hour check-in",Hangers,"Hair dryer",Iron,"Laptop friendly workspace"}	15	1.0	Real Bed	1.0	2.0	flexible	long island city	NaN	56714504	11675715	t	40.851391	-73.784139	NYC	Cozy 1 BR Basement Apartment	85.0	House	10.0	10.0	10.0	10.0	98.0	10.0	Entire home/apt	NY	NaN	10464
7	3.0	{"Cable TV",Internet,"Wireless Internet","Air conditioning",Kitchen,"Family/kid friendly","Smoke detector","First aid kit","Fire extinguisher"}	5	1.0	Real Bed	1.0	2.0	strict	sunnysidebronx	NaN	3684360	715270	f	40.859559	-73.870669	NYC	2 Beds/Queen & Full Beautiful Room 40 minsT.Square	39.0	Apartment	9.0	9.0	9.0	9.0	90.0	9.0	Private room	NY	NaN	10467
8	5.0	{TV,Internet,"Wireless Internet","Air conditioning",Kitchen,"Free parking on premises",Heating,"Smoke detector","Carbon monoxide detector",Essentials,Hangers,"Laptop friendly workspace","translation missing: en.hosting_amenity_49","translation missing: en.hosting_amenity_50","Self Check-In",Keypad,"Private entrance"}	17	1.0	Real Bed	1.0	1.0	moderate	sunnysidebronx	NaN	11305944	17876530	f	40.868682	-73.854828	NYC	Spacious Garden Apartment	95.0	House	10.0	10.0	10.0	10.0	100.0	10.0	Entire home/apt	NY	NaN	10469
9	8.0	{TV,Internet,"Wireless Internet","Air conditioning",Kitchen,"Pets allowed",Heating,"Family/kid friendly","Smoke detector","Carbon monoxide detector","First aid kit","Safety card","Fire extinguisher",Essentials,Shampoo,Hangers,"Hair dryer",Iron,"Laptop friendly workspace"}	12	1.0	Real Bed	1.0	3.0	strict	sunnysidebronx	NaN	873273	182177	t	40.864658	-73.857087	NYC	PRIVATE FLAT / APARTMENT- $SPECIAL$	125.0	Apartment	10.0	9.0	10.0	9.0	92.0	9.0	Entire home/apt	NY	NaN	10469

Last rows

	accommodates	amenities	availability_30	bathrooms	bed_type	bedrooms	beds	cancellation_policy	city	has_availability	host_id	id	instant_bookable	latitude	longitude	metropolitan	name	price	property_type	review_scores_checkin	review_scores_cleanliness	review_scores_communication	review_scores_location	review_scores_rating	review_scores_value	room_type	state	weekly_price	zipcode
59814	4.0	{TV,"Cable TV",Internet,"Wireless Internet",Kitchen,"Free parking on premises","Family/kid friendly","Smoke detector",Essentials,"Private entrance"}	0	1.5	Real Bed	2.0	2.0	flexible	bethesda	NaN	53010063	17962113	t	38.938794	-77.119503	dc	DC 10mins CHERRY BLOSSOM Festival Nice PrivateHome	65.0	House	NaN	NaN	NaN	NaN	NaN	NaN	Entire home/apt	MD	NaN	20816
59815	1.0	{TV,"Wireless Internet","Air conditioning",Kitchen,"Free parking on premises",Breakfast,Heating,"Family/kid friendly",Washer,Dryer,"Smoke detector",Essentials,Iron}	27	1.0	Real Bed	0.0	1.0	flexible	mount rainier	NaN	126423287	18342528	t	38.944272	-76.968505	dc	Perfect living space 10 mins from downtown D.C.	50.0	Apartment	10.0	10.0	10.0	10.0	100.0	10.0	Private room	MD	NaN	20712
59816	8.0	{TV,"Wireless Internet",Kitchen,"Free parking on premises",Gym,"Family/kid friendly",Washer,Dryer,"Smoke detector","Carbon monoxide detector","First aid kit","Fire extinguisher",Essentials,Hangers,"Hair dryer",Iron,"Laptop friendly workspace"}	0	3.5	Real Bed	3.0	4.0	strict	bethesda	NaN	16290768	18540842	f	38.949256	-77.102368	dc	Entire house, close to Friendship Heights/Bethesda	225.0	House	NaN	NaN	NaN	NaN	NaN	NaN	Entire home/apt	MD	NaN	20816
59817	6.0	{TV,"Wireless Internet","Air conditioning",Kitchen,Heating,"Family/kid friendly",Washer,Dryer,"Smoke detector","Carbon monoxide detector",Essentials,Shampoo}	24	2.0	Real Bed	3.0	3.0	flexible	hyattsville	NaN	127411461	18393534	t	38.947872	-76.975137	dc	Hyattsville House - Seconds from D.C.	240.0	House	NaN	NaN	NaN	NaN	NaN	NaN	Entire home/apt	MD	NaN	20782
59818	2.0	{TV,"Wireless Internet","Air conditioning",Kitchen,"Free parking on premises","Pets allowed",Heating,Washer,Dryer,"Smoke detector","Carbon monoxide detector","First aid kit",Essentials,"Lock on bedroom door",Hangers,"Hair dryer",Iron,"Laptop friendly workspace","Private living room"}	28	1.0	Real Bed	1.0	1.0	flexible	washington	NaN	127837019	18442194	t	38.855900	-76.950383	dc	Cozy Townhome	37.0	House	NaN	NaN	NaN	NaN	NaN	NaN	Private room	DC	NaN	20020
59819	2.0	{Internet,"Wireless Internet","Air conditioning",Kitchen,"Free parking on premises",Gym,"Hot tub",Heating,Washer,"Fire extinguisher",Essentials,Shampoo,Iron,"translation missing: en.hosting_amenity_49","translation missing: en.hosting_amenity_50"}	0	1.0	Real Bed	1.0	1.0	flexible	silver spring	NaN	84708427	16232278	t	38.993370	-77.036706	dc	Friendly Warm & Clean Atmosphere	42.0	Apartment	9.0	8.0	9.0	8.0	80.0	9.0	Private room	MD	NaN	20910
59820	5.0	{TV,"Cable TV","Wireless Internet","Air conditioning",Kitchen,Gym,Heating,"Family/kid friendly",Washer,Dryer,"Smoke detector","Carbon monoxide detector",Essentials,Shampoo,"Hair dryer","Private entrance","Babysitter recommendations","Pack ’n Play/travel crib"}	20	1.0	Real Bed	1.0	2.0	flexible	bethesda	NaN	16290768	18560601	f	38.951068	-77.100468	dc	Spacious and modern basement suite	155.0	Apartment	NaN	NaN	NaN	NaN	NaN	NaN	Entire home/apt	MD	NaN	20816
59821	6.0	{TV,Internet,"Wireless Internet","Air conditioning",Kitchen,"Free parking on premises","Smoking allowed",Heating,"Family/kid friendly","Smoke detector","First aid kit","Fire extinguisher",Essentials,Shampoo,Hangers,"Hair dryer",Iron,"Laptop friendly workspace"}	13	1.0	Real Bed	1.0	3.0	strict	temple hills	NaN	31818247	17792195	t	38.840824	-76.969784	dc	Master room with parking near Metro	75.0	House	NaN	NaN	NaN	NaN	NaN	NaN	Private room	MD	NaN	20748
59822	2.0	{TV,"Cable TV",Internet,"Wireless Internet","Air conditioning",Pool,Kitchen,Doorman,Gym,"Elevator in building",Heating,"Family/kid friendly",Washer,Dryer,"Smoke detector","Fire extinguisher",Essentials,Shampoo,Hangers,Iron,"Laptop friendly workspace","Private entrance",Bathtub}	12	1.0	Real Bed	1.0	1.0	moderate	silver spring	NaN	41071649	18223756	t	38.991331	-77.028024	dc	Modern Condo 5 min from DC	115.0	Condominium	10.0	9.0	10.0	10.0	100.0	10.0	Entire home/apt	MD	NaN	20910
59823	2.0	{TV,Internet,"Wireless Internet","Air conditioning",Kitchen,Heating,"Family/kid friendly","Smoke detector","Carbon monoxide detector","First aid kit","Fire extinguisher",Shampoo,Hangers,"Hair dryer",Iron}	24	1.0	Real Bed	1.0	1.0	flexible	capitol heights	NaN	23405709	18364166	f	38.885421	-76.916581	dc	Great PRV 1bd/1bath 2blocks to DC	0.0	House	NaN	NaN	NaN	NaN	NaN	NaN	Private room	MD	NaN	20743

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows